Table V. Classification Errors (%) on the Unlabeled Data Obtained by CB-LapRLS, CB-LapSVMp, and PVM.
DATA | CB-LapRLS | CB-LapSVMp | PVM (sqr) | PVM (hinge) |
---|---|---|---|---|
G241C | 27.14±2.15 | 28.32±2.91 | 24.50±2.49 | 23.21±1.95 |
G241D | 28.11±1.78 | 27.57±1.43 | 25.15±2.58 | 24.85±2.70 |
DIGIT1 | 6.78±1.91 | 6.84±1.72 | 4.18±1.17 | 3.72±1.07 |
USPS | 19.67±3.46 | 19.45±2.25 | 5.29±0.73 | 6.35±1.33 |
COIL2 | 14.98±2.15 | 17.16±2.81 | 11.69±2.47 | 14.85±2.36 |
COIL | 21.17±1.71 | 12.39±1.45 | 13.41±1.29 | 12.26±1.01 |
BCI | 29.16±3.56 | 46.23±3.16 | 33.59±3.01 | 31.65±2.86 |
TEXT | 27.18±2.77 | 25.31±1.91 | 30.4±4.46 | 26.29±2.58 |
SPLICE | 22.35±3.48 | 28.82±3.97 | 23.47±1.59 | 25.32±2.48 |
SEGMENT | 9.19±1.56 | 11.21±1.81 | 10.15±1.21 | 9.06±1.15 |
DNA | 16.57±1.41 | 15.87±0.44 | 15.87±1.44 | 14.19±1.28 |
SVMGD1A | 7.71±0.56 | 6.92±0.55 | 5.24±1.09 | 6.08±1.55 |
USPS-FULL | 14.15±3.41 | 11.15±2.17 | 7.35±0.62 | 5.88±0.91 |
SATIMAGE | 17.85±2.15 | 15.34±1.66 | 14.64±0.50 | 13.27±0.53 |